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Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

12,148 servers. Last updated 2025-12-04 18:59

Matching MCP tools:

Matching MCP servers:

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    Provides Python and FastAPI coding best practices with searchable guidelines, code review capabilities, and actionable improvement suggestions with examples across general coding, performance, and code quality categories.
    Last updated 3 days ago
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    A Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.
    Last updated 9 months ago
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    MIT License
    • Linux
    • Apple
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    Enables semantic search across your codebase using Google's Gemini embeddings and Qdrant Cloud vector storage. Supports 15+ programming languages with smart code chunking and real-time file change monitoring.
    Last updated 8 days ago
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    An MCP server that provides tools for standardized Git branch management and Jira integration, allowing developers to create, validate branches according to conventions and synchronize with Jira issues.
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    HTTP-based server that provides semantic code search capabilities to IDEs through the Model Context Protocol, allowing efficient codebase exploration without repeated indexing.
    Last updated 9 days ago
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    • Linux
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    A Model Context Protocol server that analyzes application codebases with real-time file watching, providing AI assistants like Claude with deep insights into project structure, code patterns, and architecture.
    Last updated 4 months ago
    MIT License

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